RORadiance Obiinsystems-around-ai.hashnode.dev·3d ago · 11 min readThe Architecture of Saying “I Don’t Know”A learner asks an AI tutor to improve this sentence without changing its meaning: When Maya spoke to Leila, she sounded worried. The tutor returns: Maya sounded worried while speaking to Leila. Th00
RORadiance Obiinsystems-around-ai.hashnode.dev·Sep 5 · 12 min readStructured Output Is Not Trusted OutputA student writes a correct sentence. An AI tutor tells them to fix it. The feedback looks complete. It names the skill being assessed, gives a result and quotes the student's own words. The software a00
RORadiance Obiinsystems-around-ai.hashnode.dev·Aug 30 · 13 min readThe Model Is Not the SystemA model receives a support case and returns a structured response like this: { "action": "billing_queue", "confidence": 0.94, "evidence": ["The case includes an invoice number and a duplicate ch00
